{ "split": "perturbation", "reward": "centroid", "n_candidates": 1805, "n_targets": 40, "methods": { "PIVOT-ranking": { "top1": 0.0, "top5": 0.0, "ndcg": 0.0, "func_top5": 0.75, "func_ndcg": 0.43398773723290346, "rank": 477.075, "endpoint_dist": 1.6277449652552605, "spec_margin": 0.9393299654126167, "off_dist": 2.5670749247074127, "clf": null, "_per": { "top1": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "top5": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "ndcg": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "func_top5": [ 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0 ], "func_ndcg": [ 0.0, 0.8196104814589247, 0.25898197669424483, 0.25807905549834614, 0.7084012682349022, 0.4144301094503377, 0.39174687803411373, 0.439764939411066, 0.10905082208642256, 0.8196104814589247, 0.11443249549771052, 0.5247884674204997, 0.2974259152941696, 0.3821659031256479, 0.0, 0.20400787375012425, 0.8196104814589247, 0.5221845661647552, 0.8196104814589247, 0.22479085346787228, 0.8196104814589247, 0.05690655723988347, 0.07768953695763149, 0.8196104814589247, 0.06012983951357154, 0.8196104814589247, 0.8196104814589247, 0.8196104814589247, 0.8196104814589247, 0.05430265598413898, 0.5513465647256421, 0.8196104814589247, 0.0, 0.29420263302048155, 0.21688550815340366, 0.8196104814589247, 0.11703639675345502, 0.0, 0.6896964503021904, 0.555736445028433 ], "rank": [ 606, 798, 925, 529, 357, 169, 692, 726, 354, 511, 163, 226, 243, 107, 209, 101, 862, 52, 504, 606, 620, 950, 845, 567, 516, 783, 330, 393, 329, 442, 306, 441, 982, 522, 145, 1016, 656, 370, 92, 38 ], "endpoint_dist": [ 0.7434885501861572, 2.4635772705078125, 1.6023441553115845, 0.8692498803138733, 1.1865061521530151, 1.5722774267196655, 0.7362974286079407, 0.9789136052131653, 0.9780240654945374, 6.6848225593566895, 0.9765823483467102, 1.9768712520599365, 1.1871503591537476, 1.01445472240448, 1.8242679834365845, 0.8309136033058167, 2.4996466636657715, 1.4547226428985596, 1.2289146184921265, 0.8584837317466736, 2.255495071411133, 0.9234660267829895, 0.626628041267395, 2.0583951473236084, 0.983538806438446, 1.82752525806427, 1.7855417728424072, 2.05389404296875, 1.4342339038848877, 1.1439824104309082, 1.2706406116485596, 2.8937065601348877, 0.7645078301429749, 1.3121113777160645, 1.0582448244094849, 5.560652256011963, 0.9708915948867798, 0.6884087920188904, 1.975685715675354, 1.8547395467758179 ], "spec_margin": [ 1.672365427017212, 0.7733314037322998, 1.019189715385437, 1.3633439540863037, 0.8521960973739624, 0.6960502862930298, 1.4837749004364014, 1.2703609466552734, 1.397662878036499, -2.9303510189056396, 1.6186654567718506, 0.47718214988708496, 1.130790114402771, 1.2825955152511597, -0.15734422206878662, 1.480198860168457, 1.9295220375061035, 1.5434458255767822, 0.9457141160964966, 1.6729440689086914, 0.6493873596191406, 0.8838562369346619, 1.9253515005111694, 0.3431985378265381, 1.3820078372955322, 0.7749754190444946, 1.9326670169830322, 0.5550122261047363, 1.195478916168213, 0.6238242387771606, 1.2171826362609863, 0.5463707447052002, 1.9847569465637207, 1.4454312324523926, 0.9364702701568604, -1.686753273010254, 1.1488052606582642, 1.5929045677185059, 0.35722815990448, 0.24340426921844482 ], "off_dist": [ 2.415853977203369, 3.2369086742401123, 2.6215338706970215, 2.2325937747955322, 2.0387022495269775, 2.2683277130126953, 2.2200722694396973, 2.249274492263794, 2.3756868839263916, 3.75447154045105, 2.595247745513916, 2.4540534019470215, 2.3179404735565186, 2.2970502376556396, 1.6669237613677979, 2.311112403869629, 4.429168701171875, 2.998168468475342, 2.174628734588623, 2.5314278602600098, 2.9048824310302734, 1.8073222637176514, 2.5519795417785645, 2.4015936851501465, 2.365546703338623, 2.6025006771087646, 3.7182087898254395, 2.6089062690734863, 2.6297128200531006, 1.7678066492080688, 2.487823247909546, 3.440077304840088, 2.749264717102051, 2.757542610168457, 1.9947150945663452, 3.873898983001709, 2.119696855545044, 2.281313419342041, 2.332913875579834, 2.0981438159942627 ], "clf": [] }, "n_targets": 40, "random_top5": 0.002770083102493075 }, "PIVOT-guidance": { "top1": 0.0, "top5": 0.0, "ndcg": 0.0, "func_top5": 0.85, "func_ndcg": 0.346193945477374, "rank": 479.3, "endpoint_dist": 1.6929722726345062, "spec_margin": 0.8205313935875893, "off_dist": 2.513503661751747, "clf": null, "_per": { "top1": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "top5": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "ndcg": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "func_top5": [ 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0 ], "func_ndcg": [ 0.06012983951357154, 0.7594806419453533, 0.1423390241168964, 0.1803895185407146, 0.4371610381553215, 0.6392209629182101, 0.1803895185407146, 0.18996364131774213, 0.2557586944205568, 0.8196104814589247, 0.1298338018041706, 0.3673613518206858, 0.1803895185407146, 0.2372960757805981, 0.0, 0.052144264846539085, 0.8196104814589247, 0.24364691628393753, 0.4482741710520053, 0.33392190490685864, 0.8196104814589247, 0.0, 0.07768953695763149, 0.46531021152215846, 0.20659506710005476, 0.6721367528581305, 0.5759635651749873, 0.8196104814589247, 0.6229688013578893, 0.12991403115673436, 0.2302134223094644, 0.7553544384757664, 0.18421668714087336, 0.1803895185407146, 0.3130586958365468, 0.8196104814589247, 0.0, 0.0, 0.2346921745248536, 0.26350162433993823 ], "rank": [ 608, 800, 926, 531, 360, 169, 694, 727, 357, 511, 166, 234, 245, 111, 212, 102, 862, 57, 509, 606, 621, 950, 845, 569, 518, 783, 331, 397, 334, 443, 307, 448, 982, 522, 149, 1016, 657, 370, 99, 44 ], "endpoint_dist": [ 0.7434885501861572, 2.4635772705078125, 1.6023441553115845, 0.8692498803138733, 1.1865061521530151, 1.5722774267196655, 0.7362974286079407, 1.1201238632202148, 0.9780240654945374, 6.6848225593566895, 0.9765823483467102, 1.9768712520599365, 1.1871503591537476, 1.01445472240448, 1.8242679834365845, 0.8309136033058167, 2.4996466636657715, 1.4547226428985596, 1.7815905809402466, 0.8584837317466736, 2.255495071411133, 0.9234660267829895, 0.626628041267395, 2.4905507564544678, 0.983538806438446, 1.82752525806427, 2.1815366744995117, 2.05389404296875, 1.4342339038848877, 1.1439824104309082, 1.4812977313995361, 3.3611063957214355, 0.7645078301429749, 1.4217694997787476, 1.0582448244094849, 5.560652256011963, 0.9708915948867798, 0.6884087920188904, 1.9726204872131348, 2.1571452617645264 ], "spec_margin": [ 1.672365427017212, 0.7733314037322998, 1.019189715385437, 1.3633439540863037, 0.8521960973739624, 0.6960502862930298, 1.4837749004364014, 1.1176819801330566, 1.397662878036499, -2.9303510189056396, 1.6186654567718506, 0.47718214988708496, 1.130790114402771, 1.2825955152511597, -0.15734422206878662, 1.480198860168457, 1.9295220375061035, 1.5434458255767822, 0.0906752347946167, 1.6729440689086914, 0.6493873596191406, 0.8838562369346619, 1.9253515005111694, -0.4390888214111328, 1.3820078372955322, 0.7749754190444946, 1.1829278469085693, 0.5550122261047363, 1.195478916168213, 0.6238242387771606, 0.9619626998901367, -0.876856803894043, 1.9847569465637207, 1.38202965259552, 0.9364702701568604, -1.686753273010254, 1.1488052606582642, 1.5929045677185059, 0.423114538192749, -0.29283154010772705 ], "off_dist": [ 2.415853977203369, 3.2369086742401123, 2.6215338706970215, 2.2325937747955322, 2.0387022495269775, 2.2683277130126953, 2.2200722694396973, 2.2378058433532715, 2.3756868839263916, 3.75447154045105, 2.595247745513916, 2.4540534019470215, 2.3179404735565186, 2.2970502376556396, 1.6669237613677979, 2.311112403869629, 4.429168701171875, 2.998168468475342, 1.8722658157348633, 2.5314278602600098, 2.9048824310302734, 1.8073222637176514, 2.5519795417785645, 2.051461935043335, 2.365546703338623, 2.6025006771087646, 3.364464521408081, 2.6089062690734863, 2.6297128200531006, 1.7678066492080688, 2.443260431289673, 2.4842495918273926, 2.749264717102051, 2.8037991523742676, 1.9947150945663452, 3.873898983001709, 2.119696855545044, 2.281313419342041, 2.395735025405884, 1.8643137216567993 ], "clf": [] }, "n_targets": 40, "random_top5": 0.002770083102493075 }, "Additive+ranking": { "top1": 0.0, "top5": 0.0, "ndcg": 0.0, "func_top5": 0.925, "func_ndcg": 0.5289588692976046, "rank": 449.3, "endpoint_dist": 1.4835666730999946, "spec_margin": 1.5093856036663056, "off_dist": 2.9929522782564164, "clf": null, "_per": { "top1": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "top5": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "ndcg": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "func_top5": [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0 ], "func_ndcg": [ 0.18618449947286028, 0.8196104814589247, 0.5093871611140395, 0.11381311447976694, 0.6896964503021904, 0.499202299879103, 0.05430265598413898, 0.8196104814589247, 0.17623111247384093, 0.8196104814589247, 0.6149832266908569, 0.7294157221885674, 0.501433789044294, 0.5791233260019254, 0.25807905549834614, 0.0, 0.8196104814589247, 0.7419209445012933, 0.7594806419453533, 0.6053288745612656, 0.8196104814589247, 0.07768953695763149, 0.29420263302048155, 0.7627039242190412, 0.4883727071603744, 0.8196104814589247, 0.8196104814589247, 0.8196104814589247, 0.8196104814589247, 0.3102233203448852, 0.6353937943180514, 0.8196104814589247, 0.4889118588257541, 0.16811577046390594, 0.1841364577883096, 0.8196104814589247, 0.05430265598413898, 0.07768953695763149, 0.8196104814589247, 0.7627039242190412 ], "rank": [ 464, 436, 562, 558, 459, 559, 230, 487, 547, 610, 471, 436, 277, 225, 343, 327, 609, 382, 505, 798, 192, 419, 423, 571, 474, 338, 357, 314, 355, 454, 362, 375, 649, 794, 404, 681, 300, 307, 556, 362 ], "endpoint_dist": [ 0.7910816073417664, 2.325538396835327, 1.4062681198120117, 0.8322772979736328, 1.2257609367370605, 1.4010910987854004, 0.7616842985153198, 0.8932631611824036, 0.8577340245246887, 4.744374752044678, 0.7894836068153381, 1.8425379991531372, 1.1874315738677979, 0.978216826915741, 1.4649451971054077, 0.8955826163291931, 2.891011953353882, 1.1721434593200684, 1.2098002433776855, 0.8302912712097168, 1.8107973337173462, 0.8613649606704712, 0.878169596195221, 1.9043508768081665, 0.9688758850097656, 1.9366815090179443, 2.2544405460357666, 1.667983889579773, 1.1924028396606445, 1.242406964302063, 1.270032525062561, 2.7028005123138428, 0.6736534237861633, 1.0901234149932861, 0.9097232222557068, 3.980757474899292, 0.8556053638458252, 0.8449692726135254, 1.8862968683242798, 1.9107120037078857 ], "spec_margin": [ 1.7232837677001953, 1.9759433269500732, 1.599470615386963, 1.453108549118042, 1.0649609565734863, 1.2389452457427979, 1.5532299280166626, 1.4933724403381348, 1.6919171810150146, 1.1277027130126953, 1.839672565460205, 0.97779381275177, 1.3402292728424072, 1.3308873176574707, 0.6002246141433716, 1.4666364192962646, 1.1187450885772705, 1.9536728858947754, 1.3608942031860352, 1.896925926208496, 2.1419949531555176, 1.0486434698104858, 1.7888805866241455, 0.994531512260437, 1.54184889793396, 2.2699358463287354, 1.7643601894378662, 1.9719387292861938, 1.732537031173706, 0.6122345924377441, 1.593953013420105, 2.815749406814575, 2.2328741550445557, 1.8885915279388428, 1.112678050994873, 1.611879587173462, 1.4536590576171875, 1.4404144287109375, 1.1916362047195435, 0.3594660758972168 ], "off_dist": [ 2.5143654346466064, 4.3014817237854, 3.0057387351989746, 2.285385847091675, 2.290721893310547, 2.6400363445281982, 2.3149142265319824, 2.3866355419158936, 2.5496511459350586, 5.872077465057373, 2.6291561126708984, 2.8203318119049072, 2.527660846710205, 2.3091042041778564, 2.0651698112487793, 2.3622190952301025, 4.009757041931152, 3.1258163452148438, 2.5706944465637207, 2.727217197418213, 3.9527924060821533, 1.910008430480957, 2.6670501232147217, 2.8988823890686035, 2.5107247829437256, 4.20661735534668, 4.018800735473633, 3.639922618865967, 2.9249398708343506, 1.8546415567398071, 2.863985538482666, 5.518549919128418, 2.906527519226074, 2.978714942932129, 2.0224013328552246, 5.592637062072754, 2.3092644214630127, 2.285383701324463, 3.0779330730438232, 2.2701780796051025 ], "clf": [] }, "n_targets": 40, "random_top5": 0.002770083102493075 }, "LinearResponse+ranking": { "top1": 0.0, "top5": 0.0, "ndcg": 0.0, "func_top5": 0.925, "func_ndcg": 0.5275197617991798, "rank": 594.75, "endpoint_dist": 1.5074330180883408, "spec_margin": 1.0903448686003685, "off_dist": 2.597777882218361, "clf": null, "_per": { "top1": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "top5": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "ndcg": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "func_top5": [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0 ], "func_ndcg": [ 0.4361482129612715, 0.8196104814589247, 0.5051807282918888, 0.23253378338725372, 0.7594806419453533, 0.5967465448927352, 0.32749083505095544, 0.5749649199350518, 0.16335347807056153, 0.8196104814589247, 0.17394295399333848, 0.8196104814589247, 0.23497571470280879, 0.5222167687620419, 0.24464556152387298, 0.0, 0.8196104814589247, 0.7627039242190412, 0.8196104814589247, 0.5586960504689169, 0.8196104814589247, 0.24464556152387298, 0.22608721883987756, 0.8196104814589247, 0.11443249549771052, 0.8196104814589247, 0.8196104814589247, 0.8196104814589247, 0.8196104814589247, 0.496278052474843, 0.6850143872614097, 0.7553544384757664, 0.3225665727174216, 0.2372960757805981, 0.1707196717196504, 0.8196104814589247, 0.11381311447976694, 0.24464556152387298, 0.8196104814589247, 0.7419209445012933 ], "rank": [ 819, 613, 620, 584, 560, 880, 718, 315, 622, 761, 684, 471, 801, 768, 740, 776, 526, 228, 111, 798, 497, 970, 893, 548, 626, 196, 270, 534, 586, 457, 264, 361, 782, 819, 443, 553, 767, 905, 357, 567 ], "endpoint_dist": [ 0.7317129373550415, 1.920383334159851, 1.4073760509490967, 0.7570603489875793, 1.17207670211792, 1.4544312953948975, 0.6235144734382629, 0.8932536244392395, 0.8369724750518799, 6.552571773529053, 0.6789464950561523, 1.666611671447754, 1.142364263534546, 0.9602575898170471, 1.5338935852050781, 0.9362837076187134, 3.332012891769409, 1.1075212955474854, 1.127482533454895, 1.1178308725357056, 2.0792980194091797, 0.9287006258964539, 0.8524771332740784, 2.000643253326416, 0.7920212149620056, 1.2070013284683228, 2.0071728229522705, 1.4477404356002808, 1.1261117458343506, 1.2170510292053223, 1.068366527557373, 2.0998857021331787, 0.9043663740158081, 1.2781434059143066, 0.8842405676841736, 4.939247131347656, 0.9376744031906128, 0.9116864204406738, 1.769436240196228, 1.893498420715332 ], "spec_margin": [ 1.6089192628860474, 1.5517617464065552, 1.3225722312927246, 1.4850592613220215, 0.9671440124511719, 0.9703366756439209, 1.6035497188568115, 1.4796998500823975, 1.617544412612915, -3.017054319381714, 1.8496487140655518, 0.9044928550720215, 1.2502381801605225, 1.2019782066345215, 0.25848865509033203, 1.374677062034607, 0.3797588348388672, 1.9601185321807861, 0.9472290277481079, 1.3767625093460083, 0.8319146633148193, 0.9684036374092102, 1.6929290294647217, 0.2231457233428955, 1.6079893112182617, 1.8344088792800903, 1.7327463626861572, 1.6003540754318237, 1.855177640914917, 0.546280026435852, 1.5585684776306152, 1.4500024318695068, 1.7879267930984497, 1.571855068206787, 1.071916103363037, -1.3561031818389893, 1.2547610998153687, 1.2583446502685547, 0.7246888875961304, 0.3055596351623535 ], "off_dist": [ 2.340632200241089, 3.4721450805664062, 2.7299482822418213, 2.242119550704956, 2.139220714569092, 2.4247679710388184, 2.2270641326904297, 2.372953414916992, 2.454516887664795, 3.535517454147339, 2.528595209121704, 2.5711045265197754, 2.3926024436950684, 2.162235736846924, 1.7923822402954102, 2.3109607696533203, 3.7117717266082764, 3.0676398277282715, 2.074711561203003, 2.494593381881714, 2.911212682723999, 1.897104263305664, 2.5454061031341553, 2.2237889766693115, 2.400010585784912, 3.041410207748413, 3.7399191856384277, 3.0480945110321045, 2.9812893867492676, 1.7633310556411743, 2.6269350051879883, 3.5498881340026855, 2.692293167114258, 2.8499984741210938, 1.9561567306518555, 3.583143949508667, 2.1924355030059814, 2.1700310707092285, 2.4941251277923584, 2.1990580558776855 ], "clf": [] }, "n_targets": 40, "random_top5": 0.002770083102493075 }, "NearestPerturbationCentroid+ranking": { "top1": 0.0, "top5": 0.0, "ndcg": 0.0, "func_top5": 0.925, "func_ndcg": 0.526194541190098, "rank": 1014.875, "endpoint_dist": 1.4835666730999946, "spec_margin": 1.5093856036663056, "off_dist": 2.9929522782564164, "clf": null, "_per": { "top1": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "top5": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "ndcg": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "func_top5": [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0 ], "func_ndcg": [ 0.18618449947286028, 0.8196104814589247, 0.5093871611140395, 0.11381311447976694, 0.6896964503021904, 0.499202299879103, 0.05430265598413898, 0.6489075176450882, 0.17623111247384093, 0.8196104814589247, 0.6149832266908569, 0.7294157221885674, 0.501433789044294, 0.5791233260019254, 0.25807905549834614, 0.0, 0.8196104814589247, 0.7419209445012933, 0.8196104814589247, 0.6053288745612656, 0.8196104814589247, 0.07768953695763149, 0.29420263302048155, 0.7627039242190412, 0.4883727071603744, 0.8196104814589247, 0.8196104814589247, 0.8196104814589247, 0.8196104814589247, 0.3102233203448852, 0.6353937943180514, 0.8196104814589247, 0.4889118588257541, 0.16811577046390594, 0.1841364577883096, 0.8196104814589247, 0.05430265598413898, 0.07768953695763149, 0.8196104814589247, 0.7627039242190412 ], "rank": [ 955, 433, 951, 1202, 995, 1204, 1163, 890, 934, 1064, 1213, 844, 965, 1303, 1114, 1310, 453, 1008, 1363, 1025, 593, 1043, 902, 1424, 798, 1000, 1059, 977, 923, 908, 868, 1331, 829, 975, 925, 1431, 1012, 1303, 899, 1006 ], "endpoint_dist": [ 0.7910816073417664, 2.325538396835327, 1.4062681198120117, 0.8322772979736328, 1.2257609367370605, 1.4010910987854004, 0.7616842985153198, 0.8932631611824036, 0.8577340245246887, 4.744374752044678, 0.7894836068153381, 1.8425379991531372, 1.1874315738677979, 0.978216826915741, 1.4649451971054077, 0.8955826163291931, 2.891011953353882, 1.1721434593200684, 1.2098002433776855, 0.8302912712097168, 1.8107973337173462, 0.8613649606704712, 0.878169596195221, 1.9043508768081665, 0.9688758850097656, 1.9366815090179443, 2.2544405460357666, 1.667983889579773, 1.1924028396606445, 1.242406964302063, 1.270032525062561, 2.7028005123138428, 0.6736534237861633, 1.0901234149932861, 0.9097232222557068, 3.980757474899292, 0.8556053638458252, 0.8449692726135254, 1.8862968683242798, 1.9107120037078857 ], "spec_margin": [ 1.7232837677001953, 1.9759433269500732, 1.599470615386963, 1.453108549118042, 1.0649609565734863, 1.2389452457427979, 1.5532299280166626, 1.4933724403381348, 1.6919171810150146, 1.1277027130126953, 1.839672565460205, 0.97779381275177, 1.3402292728424072, 1.3308873176574707, 0.6002246141433716, 1.4666364192962646, 1.1187450885772705, 1.9536728858947754, 1.3608942031860352, 1.896925926208496, 2.1419949531555176, 1.0486434698104858, 1.7888805866241455, 0.994531512260437, 1.54184889793396, 2.2699358463287354, 1.7643601894378662, 1.9719387292861938, 1.732537031173706, 0.6122345924377441, 1.593953013420105, 2.815749406814575, 2.2328741550445557, 1.8885915279388428, 1.112678050994873, 1.611879587173462, 1.4536590576171875, 1.4404144287109375, 1.1916362047195435, 0.3594660758972168 ], "off_dist": [ 2.5143654346466064, 4.3014817237854, 3.0057387351989746, 2.285385847091675, 2.290721893310547, 2.6400363445281982, 2.3149142265319824, 2.3866355419158936, 2.5496511459350586, 5.872077465057373, 2.6291561126708984, 2.8203318119049072, 2.527660846710205, 2.3091042041778564, 2.0651698112487793, 2.3622190952301025, 4.009757041931152, 3.1258163452148438, 2.5706944465637207, 2.727217197418213, 3.9527924060821533, 1.910008430480957, 2.6670501232147217, 2.8988823890686035, 2.5107247829437256, 4.20661735534668, 4.018800735473633, 3.639922618865967, 2.9249398708343506, 1.8546415567398071, 2.863985538482666, 5.518549919128418, 2.906527519226074, 2.978714942932129, 2.0224013328552246, 5.592637062072754, 2.3092644214630127, 2.285383701324463, 3.0779330730438232, 2.2701780796051025 ], "clf": [] }, "n_targets": 40, "random_top5": 0.002770083102493075 }, "EndpointMLP+ranking": { "top1": 0.0, "top5": 0.0, "ndcg": 0.0, "func_top5": 0.925, "func_ndcg": 0.5220999841830257, "rank": 507.55, "endpoint_dist": 1.4828851819038391, "spec_margin": 1.5101026505231858, "off_dist": 2.992987832427025, "clf": null, "_per": { "top1": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "top5": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "ndcg": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "func_top5": [ 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0 ], "func_ndcg": [ 0.19408984478732896, 0.8196104814589247, 0.5093871611140395, 0.11381311447976694, 0.6896964503021904, 0.499202299879103, 0.05430265598413898, 0.6489075176450882, 0.17623111247384093, 0.8196104814589247, 0.6149832266908569, 0.7294157221885674, 0.501433789044294, 0.5791233260019254, 0.25807905549834614, 0.0, 0.8196104814589247, 0.7419209445012933, 0.7032101736292273, 0.6053288745612656, 0.8196104814589247, 0.07768953695763149, 0.29420263302048155, 0.7627039242190412, 0.4883727071603744, 0.8196104814589247, 0.8196104814589247, 0.8196104814589247, 0.8196104814589247, 0.3023179750304166, 0.6375521854556513, 0.8196104814589247, 0.4889118588257541, 0.16811577046390594, 0.13199219294177048, 0.8196104814589247, 0.05430265598413898, 0.07768953695763149, 0.8196104814589247, 0.7653078254747857 ], "rank": [ 501, 456, 793, 491, 602, 722, 460, 441, 761, 211, 610, 410, 740, 596, 519, 791, 389, 395, 196, 730, 459, 682, 571, 239, 317, 328, 438, 378, 369, 330, 458, 332, 616, 657, 524, 246, 977, 616, 596, 355 ], "endpoint_dist": [ 0.788127601146698, 2.3236305713653564, 1.4040254354476929, 0.8310549259185791, 1.2236676216125488, 1.3991789817810059, 0.7625831365585327, 0.8916113376617432, 0.8571329712867737, 4.743624210357666, 0.7842857241630554, 1.8409243822097778, 1.1889394521713257, 0.9782581925392151, 1.4625096321105957, 0.898481011390686, 2.8906986713409424, 1.1717466115951538, 1.2101223468780518, 0.8264373540878296, 1.8072891235351562, 0.8618491291999817, 0.8796766400337219, 1.9048603773117065, 0.9663487076759338, 1.9356915950775146, 2.260815382003784, 1.6731778383255005, 1.1898635625839233, 1.2420670986175537, 1.268711805343628, 2.697918176651001, 0.6752347946166992, 1.0929676294326782, 0.906967282295227, 3.9801554679870605, 0.8546260595321655, 0.846272885799408, 1.8830167055130005, 1.91085684299469 ], "spec_margin": [ 1.7244186401367188, 1.9791104793548584, 1.6007493734359741, 1.454641580581665, 1.0647914409637451, 1.241217851638794, 1.5519427061080933, 1.4942684173583984, 1.6921191215515137, 1.132720947265625, 1.8430020809173584, 0.9792376756668091, 1.3373607397079468, 1.3277947902679443, 0.6020269393920898, 1.4632021188735962, 1.1198742389678955, 1.9535547494888306, 1.3624038696289062, 1.8991485834121704, 2.1501173973083496, 1.0468807220458984, 1.7869219779968262, 0.991362452507019, 1.5429887771606445, 2.2720224857330322, 1.7664763927459717, 1.9695860147476196, 1.7339993715286255, 0.6108479499816895, 1.5951225757598877, 2.822641134262085, 2.2305965423583984, 1.8858641386032104, 1.115355134010315, 1.6147780418395996, 1.453623652458191, 1.439103603363037, 1.1922818422317505, 0.3599494695663452 ], "off_dist": [ 2.5125463008880615, 4.302741050720215, 3.004774808883667, 2.285696506500244, 2.288459062576294, 2.6403968334198, 2.314525842666626, 2.3858797550201416, 2.5492520332336426, 5.876345157623291, 2.6272878646850586, 2.820162057876587, 2.5263001918792725, 2.3060529232025146, 2.0645365715026855, 2.3616831302642822, 4.010572910308838, 3.1253013610839844, 2.572526216506958, 2.7255859375, 3.957406520843506, 1.908729910850525, 2.6665985584259033, 2.8962228298187256, 2.5093374252319336, 4.207714080810547, 4.027291774749756, 3.64276385307312, 2.923862934112549, 1.8529150485992432, 2.8638343811035156, 5.520559310913086, 2.9058313369750977, 2.9788317680358887, 2.022322416305542, 5.59493350982666, 2.3082497119903564, 2.28537654876709, 3.075298547744751, 2.270806312561035 ], "clf": [] }, "n_targets": 40, "random_top5": 0.002770083102493075 }, "Random+ranking": { "top1": 0.0, "top5": 0.0, "ndcg": 0.0, "func_top5": 0.7, "func_ndcg": 0.3796227424826798, "rank": 835.075, "endpoint_dist": 3.5514531686902044, "spec_margin": 0.06944499611854553, "off_dist": 3.6208981722593307, "clf": null, "_per": { "top1": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "top5": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "ndcg": [ 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0 ], "func_top5": [ 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 0.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0, 0.0, 0.0, 1.0, 1.0 ], "func_ndcg": [ 0.0, 0.5410728315781073, 0.7627039242190412, 0.0, 0.6415413239959994, 0.1803895185407146, 0.06425604298315837, 0.5887609702257027, 0.07768953695763149, 0.7057973669791577, 0.36068331303739254, 0.6504298198589307, 0.0, 0.6156026077088004, 0.05430265598413898, 0.0, 0.5874701422477776, 0.7419209445012933, 0.7294157221885674, 0.1803895185407146, 0.46527800892487164, 0.0, 0.1803895185407146, 0.5935232626190471, 0.4685012911985596, 0.6897766796547542, 0.8196104814589247, 0.478419320161355, 0.4713366666902212, 0.06012983951357154, 0.6149832266908569, 0.4550042757773366, 0.05430265598413898, 0.0, 0.4482741710520053, 0.6692858826749959, 0.0, 0.0, 0.6721367528581305, 0.5615314259605786 ], "rank": [ 101, 1138, 272, 1527, 577, 379, 563, 341, 295, 982, 752, 625, 525, 126, 1447, 55, 914, 1022, 396, 1657, 1275, 636, 1287, 988, 1025, 1371, 1451, 1506, 114, 758, 940, 1330, 1073, 1569, 1761, 328, 288, 125, 1620, 264 ], "endpoint_dist": [ 1.4414644241333008, 6.693058013916016, 2.2693819999694824, 0.9652828574180603, 3.2507967948913574, 4.876590251922607, 3.3306970596313477, 1.2349841594696045, 5.8425092697143555, 9.255013465881348, 1.2984212636947632, 2.5836963653564453, 5.906203269958496, 3.9347445964813232, 1.8527549505233765, 2.458263397216797, 7.6965436935424805, 2.2596096992492676, 2.4497601985931396, 4.623591423034668, 3.3757615089416504, 2.8686976432800293, 4.354642391204834, 2.6507208347320557, 1.2674821615219116, 3.1807076930999756, 4.321929454803467, 2.25634765625, 2.4679768085479736, 1.242406964302063, 1.650354266166687, 4.492090225219727, 5.940750598907471, 1.6874139308929443, 6.355512619018555, 7.02701473236084, 1.2605292797088623, 5.716012001037598, 2.3085837364196777, 3.409825086593628 ], "spec_margin": [ 1.4017744064331055, -0.9852714538574219, 0.5474181175231934, 1.404078483581543, 0.287736177444458, -0.2198953628540039, 0.43722963333129883, 1.1993567943572998, 0.1627063751220703, -6.782273292541504, 1.448604702949524, 0.40788698196411133, -0.2827153205871582, 0.13470673561096191, -0.07403314113616943, 0.5791707038879395, -2.201404571533203, 1.170691967010498, -0.0077054500579833984, -0.23633718490600586, -0.5291824340820312, 0.1898641586303711, 0.7707839012145996, 0.1075143814086914, 1.2684568166732788, 0.2617514133453369, -0.09739160537719727, 0.4169282913208008, 0.5450108051300049, 0.6122345924377441, 1.0239275693893433, -0.9050800800323486, 0.17412042617797852, 1.30082106590271, 0.1179203987121582, -2.387010097503662, 1.2541511058807373, -0.34055328369140625, 0.47608160972595215, 0.12572550773620605 ], "off_dist": [ 2.8432388305664062, 5.707786560058594, 2.816800117492676, 2.369361400604248, 3.5385329723358154, 4.6566948890686035, 3.7679266929626465, 2.4343409538269043, 6.005215644836426, 2.472740411758423, 2.747025966644287, 2.9915833473205566, 5.623487949371338, 4.069451332092285, 1.778721809387207, 3.0374341011047363, 5.495139122009277, 3.4303016662597656, 2.4420547485351562, 4.387254238128662, 2.846579074859619, 3.0585618019104004, 5.125426292419434, 2.758235216140747, 2.5359389781951904, 3.4424591064453125, 4.2245378494262695, 2.673275947570801, 3.0129876136779785, 1.8546415567398071, 2.6742818355560303, 3.587010145187378, 6.114871025085449, 2.9882349967956543, 6.473433017730713, 4.640004634857178, 2.5146803855895996, 5.375458717346191, 2.78466534614563, 3.535550594329834 ], "clf": [] }, "n_targets": 40, "random_top5": 0.002770083102493075 } } }